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20142023
most citedFacial expression and attributes recognition based on multi-task learning of lightweight neural networks

173 citations · 554 across the 16 of their papers we have counts for

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Showing 2017Show all

5 papers · 1 filter

cs.CV2017★ 59 cited

Group-level Emotion Recognition using Transfer Learning from Face Identification

Alexandr G. Rassadin, Alexey S. Gruzdev, Andrey V. Savchenko

In this paper, we describe our algorithmic approach, which was used for submissions in the fifth Emotion Recognition in the Wild (EmotiW 2017) group-level emotion recognition sub-c…

cs.CV2017★ 23 cited

Organizing Multimedia Data in Video Surveillance Systems Based on Face Verification with Convolutional Neural Networks

Anastasiia D. Sokolova, Angelina S. Kharchevnikova, Andrey V. Savchenko

In this paper we propose the two-stage approach of organizing information in video surveillance systems. At first, the faces are detected in each frame and a video stream is split…

cs.CV2017★ 32 cited

Maximum A Posteriori Estimation of Distances Between Deep Features in Still-to-Video Face Recognition

Andrey V. Savchenko, Natalya S. Belova

The paper deals with the still-to-video face recognition for the small sample size problem based on computation of distances between high-dimensional deep bottleneck features. We p…

stat.ML2017★ 33 cited

Neural Networks Compression for Language Modeling

Artem M. Grachev, Dmitry I. Ignatov, Andrey V. Savchenko

In this paper, we consider several compression techniques for the language modeling problem based on recurrent neural networks (RNNs). It is known that conventional RNNs, e.g, LSTM…

cs.CV2017★ 4 cited

Probabilistic Neural Network with Complex Exponential Activation Functions in Image Recognition using Deep Learning Framework

Andrey Savchenko

If the training dataset is not very large, image recognition is usually implemented with the transfer learning methods. In these methods the features are extracted using a deep con…